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magistraleinformatica:dmi:start [20/11/2021 alle 01:01 (2 anni fa)] Anna Monreale [First Semester] |
magistraleinformatica:dmi:start [12/01/2022 alle 10:00 (2 anni fa)] Anna Monreale [Exams] |
|17.| 27.10 14:15-16:00 | Neural Networks | {{ :magistraleinformatica:dmi:15_neural_networks_2021.pdf |}}| Chap. 4 Kumar Book| | | |17.| 27.10 14:15-16:00 | Neural Networks | {{ :magistraleinformatica:dmi:15_neural_networks_2021.pdf |}}| Chap. 4 Kumar Book| | |
|18.| 28.10 14:15-16:00 | Python Lab on Classification | {{ :magistraleinformatica:dmi:adult_classification_2021.ipynb.zip |}} | | | | |18.| 28.10 14:15-16:00 | Python Lab on Classification | {{ :magistraleinformatica:dmi:adult_classification_2021.ipynb.zip |}} | | | |
|19.| 29.11 09:00-10:45 | Canceled | | | | | | | 29.11 09:00-10:45 | Canceled | | | | |
|20.| 03.11 14:15-16:00 | Python Lab on Classification + Association Rule Mining | {{ :magistraleinformatica:dmi:classificationpython2.zip |}} {{ :magistraleinformatica:dmi:17_association_analysis2021.pdf |}} | Chap.5 Association Rules: Kumar Book| | | |19.| 03.11 14:15-16:00 | Python Lab on Classification + Association Rule Mining | {{ :magistraleinformatica:dmi:classificationpython2.zip |}} {{ :magistraleinformatica:dmi:17_association_analysis2021.pdf |}} | Chap.5 Association Rules: Kumar Book| | |
|21.| 04.11 14:15-16:00 | Association Rule Mining | | | Chap.5 Association Rules: Kumar Book| | |20.| 04.11 14:15-16:00 | Association Rule Mining | | | Chap.5 Association Rules: Kumar Book| |
|22.| 05.11 09:00-10:45 | FP-Growth - Sequential Pattern Mining | {{ :magistraleinformatica:dmi:17_2021-fp-growth.pdf |}} | | Chap.6 Kumar Book| | |21.| 05.11 09:00-10:45 | FP-Growth - Sequential Pattern Mining | {{ :magistraleinformatica:dmi:17_2021-fp-growth.pdf |}} | | Chap.6 Kumar Book| |
|23.| 10.11 14:15-16:00 | Sequential Pattern Mining | {{ :magistraleinformatica:dmi:18_sequential_patterns_2021.pdf |}} |Chap.7 Kumar Book | | | |22.| 10.11 14:15-16:00 | Sequential Pattern Mining | {{ :magistraleinformatica:dmi:18_sequential_patterns_2021.pdf |}} |Chap.7 Kumar Book | | |
|24.| 11.11 14:15-16:00 | Time Series Similarities, Transformations & Clustering | {{ :magistraleinformatica:dmi:22_time_series_similarity_2021.pdf |}} | [[https://cs.gmu.edu/~jessica/BookChapterTSMining.pdf|Overview on DM for time series]]| | | |23.| 11.11 14:15-16:00 | Time Series Similarities, Transformations & Clustering | {{ :magistraleinformatica:dmi:22_time_series_similarity_2021.pdf |}} | [[https://cs.gmu.edu/~jessica/BookChapterTSMining.pdf|Overview on DM for time series]]| | |
|25.| 12.11 09:00-10:45 | Motif & Shapelet Discovery | {{ :magistraleinformatica:dmi:23_time_series_shapelets-motif-2021.pdf |}} | {{ :magistraleinformatica:dmi:matrixprofile.pdf |}} {{ :magistraleinformatica:dmi:shaplet.pdf |}} | | | |24.| 12.11 09:00-10:45 | Motif & Shapelet Discovery | {{ :magistraleinformatica:dmi:23_time_series_shapelets-motif-2021.pdf |}} | {{ :magistraleinformatica:dmi:matrixprofile.pdf |}} {{ :magistraleinformatica:dmi:shaplet.pdf |}} | | |
|24.| 17.11 14:15-16:00 | Lab: Association Rules & Sequential pattern mining by Python | {{ :magistraleinformatica:dmi:arm-spm.zip |}} | | | | |25.| 17.11 14:15-16:00 | Lab: Association Rules & Sequential pattern mining by Python | {{ :magistraleinformatica:dmi:arm-spm.zip |}} | | | |
|25.| 18.11 14:15-16:00 | Ethics & Privacy | {{ :magistraleinformatica:dmi:19_ethics_privacy2021.pdf |}} | [[https://cs.gmu.edu/~jessica/BookChapterTSMining.pdf|Overview on DM for time series]]| | | |26.| 18.11 14:15-16:00 | Ethics & Privacy | {{ :magistraleinformatica:dmi:19_ethics_privacy2021.pdf |}} > | {{ :dm:allegato1_chapter.pdf | Overview on Privacy}} {{ :magistraleinformatica:dmi:allegato11-cpdp13.pdf |}}{{ :dm:capprivacy.pdf | Privacy by design}} | |
|26.| 19.11 09:00-10:45 | Lab: Time series | | {{ :magistraleinformatica:dmi:timeseries-py.zip |}} | | | |27.| 19.11 09:00-10:45 | Lab: Time series | {{ :magistraleinformatica:dmi:timeseries-py.zip |}} | | |
| |28.| 24.11 14:15-16:00 | Explainability | {{ :magistraleinformatica:dmi:20_explainability_2021.pdf |}} | Material: [[https://arxiv.org/pdf/1805.10820.pdf|LORE]] [[https://www.kdd.org/kdd2016/papers/files/rfp0573-ribeiroA.pdf| LIME]] [[http://delivery.acm.org/10.1145/3240000/3236009/a93-guidotti.pdf?ip=94.38.73.6&id=3236009&acc=OA&key=4D4702B0C3E38B35%2E4D4702B0C3E38B35%2E4D4702B0C3E38B35%2ED544636226B69D47&__acm__=1576196869_06b3353aae4fe3bd8ea30d9c9c5356eb|Survey]] {{ :magistraleinformatica:dmi:pkdd_2019_abele_cr.pdf |ABELE}} [[https://arxiv.org/pdf/1705.07874.pdf|SHAP]] {{ :magistraleinformatica:dmi:lasts.pdf | LASTS}} | | |
| |29.| 25.11 14:15-16:00 | Explainability + LAB XAI| {{ :magistraleinformatica:dmi:xai-lab.zip |}} | | | |
| |30.| 26.11 09:00-10:45 | LAB XAI + Anomaly Detection | {{ :magistraleinformatica:dmi:21_anomaly_detection_2020.pdf | AD&OD}} | | | |
| |31.| 01.12 14:15-16:00 | Anomaly Detection + Lab | {{ :magistraleinformatica:dmi:anomalydetection-1.ipynb.zip |ADPY}} | | | |
| |32.| 02.12 14:15-16:00 | CRISP-DM | {{ :magistraleinformatica:dmi:crisp-dm.pdf |}} | | | |
| |. | 03.12 09:00-10:45 | Canceled | | | |
| |33.| 15.12 14:15-16:00 Room C| Paper Presentation | | | | |
| |34.| 16.12 14:15-16:00 Room C| Paper Presentation | | | | |
| |35.| 17.12 09:00-10:45 Room C| Paper Presentation | | | | |
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====== Exams ====== | ====== Exams ====== |
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* First part of the project consists in the **assignments** described here: {{ :magistraleinformatica:dmi:data_mining_project_2021_1_.pdf | Project Description}} | * First part of the project consists in the **assignments** described here: {{ :magistraleinformatica:dmi:data_mining_project_2021_1_.pdf | Project Description}} |
* **Dataset:** {{ :magistraleinformatica:dmi:prj_data.zip | Dataset}} | - **Dataset:** {{ :magistraleinformatica:dmi:prj_data.zip | Dataset}} |
* **Deadline**: the fist part has to be delivered within November, <del>5th 2021</del> 15th 2021.Send an email to: anna.monreale@unipi.it and francesca.naretto@sns.it | - **Deadline**: the fist part has to be delivered within November, <del>5th 2021</del> 15th 2021.Send an email to: anna.monreale@unipi.it and francesca.naretto@sns.it |
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* Second part of the project consists in the assignment Task 3 described here: {{ :magistraleinformatica:dmi:data_mining_project_2021-2.pdf |Updated Project Description}} | * Second part of the project consists in the assignment Task 3 described here: {{ :magistraleinformatica:dmi:data_mining_project_2021-2.pdf |Updated Project Description}} |
* * **Deadline**: 5th January 2022 | - **Deadline**: 5th January 2022 |
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| * Third part of the project consists in the assignment Task 4 described here: {{ :magistraleinformatica:dmi:data_mining_project_2021-6.pdf |Updated Project Description}} |
| - Note that the document contains also rules for the delivery and final exam! |
| - Data for time series analysis: {{ :magistraleinformatica:dmi:cityglobaltemperature2000-2009.csv.zip |CityTemp}} |
| - **Deadline**: 5th January 2022 |
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| **Students who did not deliver the above project within 5th Jan 2022 need to ask by email a new project to the teachers. The project that will be assigned will require about 2 weeks of work and after the delivery it will be discussed during the oral exam. ** |
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** Paper Presentation (OPTIONAL)** | ** Paper Presentation (OPTIONAL)** |